Data Engineering Best Practices

Ship pipelines that don't page you at 3 AM. These cheat sheets cover the operational patterns, testing strategies, and quality gates that separate hobby pipelines from production-grade systems.

Best-practice cheat sheets

Related topics

For orchestration patterns (retries, backfills, SLA alerting) see orchestration cheat sheets. For cost instrumentation on Snowflake, see Snowflake cost optimization interview sheet.

Related tools

Estimate costs with the Snowflake cost calculator, visualize schedules with the cron builder.

Related categories

Explore orchestration, architecture, and the full cheat sheet library.

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